AI Visibility
measured44/100
Frequently Cited · in Community Management
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals9/100
Weak fundamentals
Avg Prompt Score
18
across 163 prompts
AI Share of Voice
18%
across 163 prompts
Critical Issues
3
critical + high
How AI Visibility breaks down
in Community Management
Composite = 60% coverage + 40% engine breadth, measured in the brand's strongest category. Position and citation depth join the score once the aggregation pipeline captures them. This is the measured Visibility score — separate from AEO Readiness, which scores fundamentals.
Cited rate · share of voice · engine consensus · sentiment, broken out by buyer-journey stage. Sentiment is the net positive−negative skew across engines that cited the brand at this stage.
circle.so is a B2B SaaS with strong AI-citation inputs: it has 476 G2 reviews (4.5/5) and multiple first-party comparison pages (e.g., Circle vs Mighty Networks, Circle vs Skool). The single highest-ROI fix is to add/verify B2B evaluation structured data (SoftwareApplication + FAQPage + Organization schema) because live search did not surface any schema.org markup for these types on circle.so.
Based on audit of circle.so · May 21, 2026